The Impact of Wet Fermentation on Coffee Quality Traits and Volatile Compounds Using Digital Technologies

被引:14
作者
Wu, Hanjing [1 ]
Viejo, Claudia Gonzalez [1 ]
Fuentes, Sigfredo [1 ]
Dunshea, Frank R. R. [1 ,2 ]
Suleria, Hafiz A. R. [1 ,3 ]
机构
[1] Univ Melbourne, Fac Vet & Agr Sci, Digital Agr Sch Agr & Food, Sch Agr & Food, Parkville, VIC 3010, Australia
[2] Univ Leeds, Fac Biol Sci, Leeds LS2 9JT, England
[3] Deakin Univ, Ctr Chem & Biotechnol, Sch Life & Environm Sci, Waurn Ponds, VIC 3217, Australia
来源
FERMENTATION-BASEL | 2023年 / 9卷 / 01期
基金
澳大利亚研究理事会;
关键词
coffee arabica; fermentation; colour; volatiles; electronic nose; gas chromatography; artificial neural networks; machine learning; ARTIFICIAL NEURAL-NETWORK; ELECTRONIC NOSE; ARABICA; AROMA; ATTRIBUTES; FLAVOR; BEANS;
D O I
10.3390/fermentation9010068
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Fermentation is critical for developing coffee's physicochemical properties. This study aimed to assess the differences in quality traits between fermented and unfermented coffee with four grinding sizes of coffee powder using multiple digital technologies. A total of N = 2 coffee treatments-(i) dry processing and (ii) wet fermentation-with grinding levels (250, 350, 550, and 750 mu m) were analysed using near-infrared spectrometry (NIR), electronic nose (e-nose), and headspace/gas chromatography-mass spectrometry (HS-SPME-GC-MS) coupled with machine learning (ML) modelling. Most overtones detected by NIR were within the ranges of 1700-2000 nm and 2200-2396 nm, while the enhanced peak responses of fermented coffee were lower. The overall voltage of nine e-nose sensors obtained from fermented coffee (250 mu m) was significantly higher. There were two ML classification models to classify processing and brewing methods using NIR (Model 1) and e-nose (Model 2) values as inputs that were highly accurate (93.9% and 91.2%, respectively). Highly precise ML regression Model 3 and Model 4 based on the same inputs for NIR (R = 0.96) and e-nose (R = 0.99) were developed, respectively, to assess 14 volatile aromatic compounds obtained by GC-MS. Fermented coffee showed higher 2-methylpyrazine (2.20 ng/mL) and furfuryl acetate (2.36 ng/mL) content, which induces a stronger fruity aroma. This proposed rapid, reliable, and low-cost method was shown to be effective in distinguishing coffee postharvest processing methods and evaluating their volatile compounds, which has the potential to be applied for coffee differentiation and quality assurance and control.
引用
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页数:19
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